{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mxnet import nd, init, autograd\n",
    "from mxnet.gluon import nn, data, loss, trainer\n",
    "from mxnet.gluon.data.vision import datasets, transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((28, 28, 1), numpy.uint8, 2)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mnist_train = datasets.FashionMNIST(train=True)\n",
    "X, y = mnist_train[0]\n",
    "X.shape, X.dtype, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X.reshape(28, 28).asnumpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "text_labels = ['t-shirt', 'trouser', 'pullover', 'dress', 'coat', 'sandal', 'shirt', 'sneaker', 'bag', 'ankle boot']\n",
    "X, y = mnist_train[:10]\n",
    "\n",
    "_, figs = plt.subplots(1, X.shape[0], figsize=(15, 15))\n",
    "for f, x, yi in zip(figs, X, y):\n",
    "    f.imshow(x.reshape(28, 28).asnumpy())\n",
    "    ax = f.axes\n",
    "    ax.set_title(text_labels[int(yi)])\n",
    "    ax.title.set_fontsize(14)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "transformer = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(0.13, 0.31)\n",
    "])\n",
    "mnist_train = mnist_train.transform_first(transformer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, figs = plt.subplots(1, 10, figsize=(15, 15))\n",
    "\n",
    "for f, x, yi in zip(figs, mnist_train[:10][0], mnist_train[:10][1]):\n",
    "    f.imshow(x.reshape(28, 28).asnumpy())\n",
    "    ax = f.axes\n",
    "    ax.set_title(text_labels[int(yi)])\n",
    "    ax.title.set_fontsize(14)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 256\n",
    "train_data = data.DataLoader(mnist_train, batch_size=batch_size, shuffle=True, num_workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(256, 1, 28, 28) (256,)\n"
     ]
    }
   ],
   "source": [
    "for X, y in train_data:\n",
    "    print(X.shape, y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_valid = datasets.FashionMNIST(train=False)\n",
    "valid_data = data.DataLoader(mnist_valid.transform_first(transformer), batch_size=batch_size, num_workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = nn.Sequential()\n",
    "net.add(nn.Conv2D(channels=6, kernel_size=5, activation='relu'),\n",
    "        nn.MaxPool2D(pool_size=2, strides=2),\n",
    "        nn.Conv2D(channels=16, kernel_size=3, activation='relu'),\n",
    "        nn.MaxPool2D(pool_size=2, strides=2),\n",
    "        nn.Flatten(),\n",
    "        nn.Dense(120, activation=\"relu\"),\n",
    "        nn.Dense(84, activation=\"relu\"),\n",
    "        nn.Dense(10))\n",
    "net.initialize(init=init.Xavier())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "softmax_cross_entropy = loss.SoftmaxCrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = trainer.Trainer(net.collect_params(), 'sgd', {'learning_rate': 0.1})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def acc(output: nd.NDArray, label: nd.NDArray) -> float:\n",
    "    return (output.argmax(axis=1) == label.astype('float32')).mean().asscalar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1: loss 0.825, train acc 0.693, test acc 0.818, in 6.2 sec\n",
      "Epoch 2: loss 0.475, train acc 0.821, test acc 0.855, in 3.0 sec\n",
      "Epoch 3: loss 0.407, train acc 0.851, test acc 0.864, in 3.0 sec\n",
      "Epoch 4: loss 0.364, train acc 0.865, test acc 0.877, in 3.0 sec\n",
      "Epoch 5: loss 0.339, train acc 0.875, test acc 0.883, in 2.9 sec\n",
      "Epoch 6: loss 0.321, train acc 0.882, test acc 0.885, in 2.9 sec\n",
      "Epoch 7: loss 0.306, train acc 0.888, test acc 0.890, in 3.0 sec\n",
      "Epoch 8: loss 0.295, train acc 0.891, test acc 0.886, in 2.9 sec\n",
      "Epoch 9: loss 0.280, train acc 0.896, test acc 0.896, in 2.9 sec\n",
      "Epoch 10: loss 0.272, train acc 0.900, test acc 0.891, in 2.9 sec\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(1, 11):\n",
    "    train_loss, train_acc, valid_acc = 0., 0., 0.\n",
    "    tic = time.time()\n",
    "    for X, y in train_data:\n",
    "        with autograd.record():\n",
    "            output = net(X)\n",
    "            ls = softmax_cross_entropy(output, y)\n",
    "        ls.backward()\n",
    "        optimizer.step(batch_size)\n",
    "        train_loss += ls.mean().asscalar()\n",
    "        train_acc += acc(output, y)\n",
    "    for X, y in valid_data:\n",
    "        valid_acc += acc(net(X), y)\n",
    "    print(\"Epoch %d: loss %.3f, train acc %.3f, test acc %.3f, in %.1f sec\" % (epoch, train_loss / len(train_data), train_acc / len(train_data), valid_acc / len(valid_data), time.time() - tic))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "net.save_parameters('net.params')"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "455583263cdbd810a2b2dc0736388df1171afe9106774a1560537fda80d7bd38"
  },
  "kernelspec": {
   "display_name": "Python 3.6.13 64-bit ('mxnet': conda)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
